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Capacity-Cost two-stage planning optimization of integrated energy systems considering uncertainty of wind and solar energy output
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Yongli Wang1, Yue Teng1, Bo Yuan1, Zhenlan Dou2, Chunyan Zhang2, Pei Sun2
Renewable Energy Resources | 2024, 42(4) : 513 - 521
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Renewable Energy Resources | 2024, 42(4): 513-521
Capacity-Cost two-stage planning optimization of integrated energy systems considering uncertainty of wind and solar energy output
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Yongli Wang1, Yue Teng1, Bo Yuan1, Zhenlan Dou2, Chunyan Zhang2, Pei Sun2
Affiliations
  • 1 School of Economics and Management North China Electric Power University Beijing 102206 China
  • 2 State Grid Shanghai Municipal Electric Power Company Shanghai 200023 China
Published: 2024-04-20
Outline
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The integrated energy system (IES) planning and optimization faces multiple challenges such as high volatility of new energy sources and large uncertainty of output. In view of this, this paper proposes a twostage capacitycost planning and optimization method for integrated energy systems considering scenery uncertainty. Firstly, Latin hypercube sampling is applied to generate the base wind and solar scenarios set, and the scenarios are reduced based on the improved kmeans algorithm. Secondly, a multiobjective optimization model is constructed with the lowest operating cost, optimal carbon emission reduction, and optimal pollutant emission reduction; finally, the system capacitycost twostage planning and optimization solution strategy is proposed, and a business park in the south is selected for the planning simulation. The simulation example shows that the twostage planning model of integrated energy system constructed in this paper can ensure the economy of system and environmental protection at the same time, and meet the multiple energy demands of users.

integrated energy system  /  uncertainty of wind and solar energy output  /  scenario reduction  /  two-stage planning
Yongli Wang, Yue Teng, Bo Yuan, Zhenlan Dou, Chunyan Zhang, Pei Sun. Capacity-Cost two-stage planning optimization of integrated energy systems considering uncertainty of wind and solar energy output[J]. Renewable Energy Resources, 2024 , 42 (4) : 513 -521 .
Year 2024 volume 42 Issue 4
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Article Info
  • Receive Date:2023-01-09
  • Online Date:2025-07-22
  • Published:2024-04-20
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  • Received:2023-01-09
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Affiliations
    1 School of Economics and Management North China Electric Power University Beijing 102206 China
    2 State Grid Shanghai Municipal Electric Power Company Shanghai 200023 China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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